Pith Number

pith:LLMSCBL6

pith:2022:LLMSCBL6VOZ3F5GI7RUTGSPIQU

not attested not anchored not stored refs pending

Limited or Biased: Modeling Sub-Rational Human Investors in Financial Markets

Kshama Dwarakanath, Penghang Liu, Svitlana S Vyetrenko, Tucker Balch

arxiv:2210.08569 v2 · 2022-10-16 · cs.AI · cs.MA · q-fin.TR

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LLMSCBL6VOZ3F5GI7RUTGSPIQU}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Receipt and verification

First computed	2026-07-05T07:53:58.367190Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5ad921057eabb3b2f4c8fc693349e8851610033fc0e8be99eef16a207744eeab

Aliases

arxiv: 2210.08569 · arxiv_version: 2210.08569v2 · doi: 10.48550/arxiv.2210.08569 · pith_short_12: LLMSCBL6VOZ3 · pith_short_16: LLMSCBL6VOZ3F5GI · pith_short_8: LLMSCBL6

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/LLMSCBL6VOZ3F5GI7RUTGSPIQU \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 5ad921057eabb3b2f4c8fc693349e8851610033fc0e8be99eef16a207744eeab

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "56b5914e73f99883643a1a7d266db834e43ac10a8962eef7153e3a6127f253d8",
    "cross_cats_sorted": [
      "cs.MA",
      "q-fin.TR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2022-10-16T15:50:26Z",
    "title_canon_sha256": "364a092eb23c554abc6e630e758dc0c47dbc040484fb8df9f2c4976715d4bed8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.08569",
    "kind": "arxiv",
    "version": 2
  }
}